{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1ce2c171-977f-40b3-a66d-be68232b7438",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.gridspec import GridSpec\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import jaccard_score\n",
    "from sklearn.metrics import accuracy_score as acc\n",
    "from matplotlib_venn import venn2\n",
    "import matplotlib.colors as mcolors\n",
    "import numpy as np\n",
    "from matplotlib.lines import Line2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92cfed91",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to perform bootstrapping and calculate standard error\n",
    "def bootstrap_acc(y_true, y_pred, n_bootstrap=1000, random_seed=1):\n",
    "    np.random.seed(random_seed)\n",
    "    acc_values = []\n",
    "    n_samples = len(y_true)\n",
    "    \n",
    "    for _ in range(n_bootstrap):\n",
    "        indices = np.random.choice(n_samples, n_samples, replace=True)\n",
    "        res = acc(y_true[indices], y_pred[indices])\n",
    "        acc_values.append(res)\n",
    "    \n",
    "    # Calculate standard error\n",
    "    se = np.std(acc_values, ddof=1)    \n",
    "    return se\n",
    "\n",
    "# Bootstrap Jaccard\n",
    "def bootstrap_jaccard_similarity(col1, col2, n_bootstraps=1000):\n",
    "    n = len(col1)\n",
    "    bootstrapped_scores = []\n",
    "    \n",
    "    for _ in range(n_bootstraps):\n",
    "        # Sample with replacement\n",
    "        indices = np.random.choice(range(n), size=n, replace=True)\n",
    "        boot_col1, boot_col2 = col1[indices], col2[indices]\n",
    "        # Calculate Jaccard similarity\n",
    "        score = jaccard_score(boot_col1, boot_col2, average='weighted')\n",
    "        bootstrapped_scores.append(score)\n",
    "    \n",
    "    # Return the bootstrapped standard error\n",
    "    return np.std(bootstrapped_scores)\n",
    "\n",
    "\n",
    "def jaccard_venn(jaccard_score, standard_error, set_a_label=\"\", set_b_label=\"\", ax=None):\n",
    "    \"\"\"\n",
    "    Create a Venn diagram illustrating Jaccard similarity between two sets.\n",
    "    \n",
    "    Parameters:\n",
    "    jaccard_score (float): Jaccard similarity score between 0 and 1\n",
    "    set_a_label (str): Label for Set A (default: \"Set A\")\n",
    "    set_b_label (str): Label for Set B (default: \"Set B\")\n",
    "    ax (matplotlib.axes.Axes, optional): The axes to draw the diagram on. If None, a new figure is created.\n",
    "    \n",
    "    Returns:\n",
    "    matplotlib.axes.Axes: The axes containing the Venn diagram\n",
    "    \"\"\"\n",
    "    # Validate input\n",
    "    if not 0 <= jaccard_score <= 1:\n",
    "        raise ValueError(\"Jaccard score must be between 0 and 1\")\n",
    "    \n",
    "    # Calculate sizes for Venn diagram\n",
    "    a_only = b_only = (1 - jaccard_score) / 2\n",
    "    intersection = jaccard_score\n",
    "    \n",
    "    # Create axes if not provided\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(8, 6))\n",
    "    \n",
    "    # Create the Venn diagram\n",
    "    v = venn2(subsets=(a_only, b_only, intersection), set_labels=(set_a_label, set_b_label), ax=ax)\n",
    "    \n",
    "    # Apply color scheme and add black border\n",
    "    for id in ('10', '01', '11'):\n",
    "        patch = v.get_patch_by_id(id)\n",
    "        patch.set_edgecolor('black')\n",
    "        patch.set_linewidth(2)\n",
    "        if id == '11':\n",
    "            patch.set_facecolor('gray')\n",
    "        else:\n",
    "            patch.set_facecolor('white')\n",
    "    \n",
    "    # Remove labels from outer portions\n",
    "    v.get_label_by_id('10').set_text('')\n",
    "    v.get_label_by_id('01').set_text('')\n",
    "    v.get_label_by_id('11').set_text('')\n",
    "\n",
    "    # Add the Jaccard similarity score to the intersection with increased font size\n",
    "    ax.annotate(f'{jaccard_score:.2f}', xy=(0, 0), xytext=(0, 0), \n",
    "                ha='center', va='bottom', fontsize=56)\n",
    "    \n",
    "    ax.annotate(f'\\n({standard_error:.3f})', xy=(0, 0), xytext=(0, 0), \n",
    "                ha='center', va='center', fontsize=36)\n",
    "    \n",
    "    # Remove axes\n",
    "    ax.axis('off')\n",
    "    return ax\n",
    "\n",
    "# Function to plot confusion matrix with customized appearance\n",
    "def plot_confusion_matrix(y_true, y_pred, ax, title, xlabel=None, ylabel=None):\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "    sns.heatmap(cm, annot=True, fmt='d', cmap='Greys', cbar=False, ax=ax, annot_kws={\"size\": 28}, linewidths=2, linecolor='black')  # Grayscale with larger annotation text\n",
    "    ax.set_title(title, fontsize=28, weight = 'bold')\n",
    "    if xlabel:\n",
    "        ax.set_xlabel(xlabel, fontsize=32, weight = 'bold')  # Increased axis label size\n",
    "    if ylabel:\n",
    "        ax.set_ylabel(ylabel, fontsize=32, weight = 'bold')  # Increased axis label size"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11b5d50d",
   "metadata": {},
   "source": [
    "# Figure 1: Jaccard Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9e26209a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import and combine data\n",
    "docs = pd.read_csv('data/stance_test_labeled.csv')\n",
    "docs2 = pd.read_csv('data/sentiment_test_labeled.csv')\n",
    "docs2.rename({'tweet':'premise'}, axis = 1, inplace = True)\n",
    "docs = pd.concat([docs, docs2])\n",
    "docs.reset_index(drop = True, inplace = True)\n",
    "\n",
    "# Calculate Jaccard Similarity\n",
    "jaccard_res ={}\n",
    "for model in [\"gpt4\", \"sonnet\", \"llama\"]:\n",
    "    sent_col1 = docs[f'{model}_sent']\n",
    "    valence_col = docs[f'{model}_val']\n",
    "    sent_col2 = docs.loc[~docs['stance'].isna(), f'{model}_sent']\n",
    "    stance_col = docs.loc[~docs['stance'].isna(), f'{model}']\n",
    "\n",
    "    val_jaccard = jaccard_score(sent_col1, valence_col, average='weighted')\n",
    "    stance_jaccard = jaccard_score(sent_col2, stance_col, average='weighted')\n",
    "    jaccard_res[model] = {'Valence': val_jaccard, 'Stance': stance_jaccard}\n",
    "\n",
    "jaccard_res = pd.DataFrame.from_dict(jaccard_res, orient='index').round(2)\n",
    "jaccard_res.index = [\"GPT-4o\", \"Sonnet 3.5\", \"Llama-3 8B\"]\n",
    "\n",
    "#Bootstrapped standard errors for jaccard score\n",
    "# Loop through models\n",
    "models = ['llama', 'gpt4', 'sonnet']\n",
    "bootstrapped_errors = {}\n",
    "for model in models:\n",
    "    # Bootstrapped standard errors valence\n",
    "    sent_col1 = docs[f'{model}_sent']\n",
    "    valence_col = docs[f'{model}_val']\n",
    "    valence_se = bootstrap_jaccard_similarity(sent_col1, valence_col)\n",
    "    # Bootstrapped standard errors valence\n",
    "\n",
    "    sent_col2 = docs.loc[~docs['stance'].isna(), f'{model}_sent']\n",
    "    stance_col = docs.loc[~docs['stance'].isna(), f'{model}']\n",
    "    stance_se = bootstrap_jaccard_similarity(sent_col2, stance_col)\n",
    "    bootstrapped_errors[model] = {'Valence_SE': valence_se, 'Stance_SE': stance_se}\n",
    "\n",
    "\n",
    "errors = pd.DataFrame.from_dict(bootstrapped_errors,  orient= 'index')\n",
    "errors.index = [\"GPT-4o\", \"Sonnet 3.5\", \"Llama-3 8B\"]\n",
    "\n",
    "jaccard_res = pd.merge(jaccard_res, errors, how = 'left', left_index = True, right_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a5c348a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the main figure\n",
    "fig = plt.figure(figsize=(18, 10))\n",
    "gs = GridSpec(2, 3, figure=fig)\n",
    "\n",
    "# Create subplots\n",
    "for i, sentiment in enumerate([\"Valence\", \"Stance\"]):\n",
    "    for j, model in enumerate([\"GPT-4o\", \"Sonnet 3.5\", \"Llama-3 8B\"]):\n",
    "        ax = fig.add_subplot(gs[i, j])\n",
    "        \n",
    "        # Create a new Venn diagram directly on this subplot\n",
    "        score = jaccard_res[sentiment][model]\n",
    "        std_err = jaccard_res[sentiment +'_SE'][model]\n",
    "        jaccard_venn(score, std_err, ax=ax)\n",
    "        \n",
    "        # Remove axes\n",
    "        ax.axis('off')\n",
    "        \n",
    "        # Add model name as title for each subplot\n",
    "        if sentiment == \"Valence\":\n",
    "            ax.set_title(model, fontsize=32, weight = 'bold')\n",
    "\n",
    "# Add row labels\n",
    "for i, label in enumerate([\"Valence\", \"Stance\"]):\n",
    "    fig.text(0.06, 0.73 - i*0.47, label, rotation=0, fontsize=32, va='center', weight = 'bold')\n",
    "\n",
    "fig.text(0.58, 0.02, \"Jaccard Similarity With Sentiment Labels\", rotation=0, fontsize=32, va='center', ha='center', weight = 'bold')\n",
    "\n",
    "# Adjust layout and display\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(left=0.15, top=0.95, bottom=0.05)\n",
    "plt.savefig('plots/jaccard_matrix.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ff3e8bf",
   "metadata": {},
   "source": [
    "# Figure 2: Stance Bar Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3db02e62",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = pd.read_csv('data/stance_test_labeled.csv')\n",
    "\n",
    "# Bootstrapped SEs\n",
    "data = docs\n",
    "data.reset_index(drop = True, inplace = True)\n",
    "accs = []\n",
    "ses = []\n",
    "dims = ['gpt4', 'sonnet', 'llama', 'gpt4_sent', 'sonnet_sent', 'llama_sent', 'gpt4_val', 'sonnet_val', 'llama_val']\n",
    "\n",
    "for dim in dims:\n",
    "    accs.append(acc(data['stance'], data[dim]))\n",
    "    ses.append(bootstrap_acc(data['stance'], data[dim], n_bootstrap = 1000, random_seed = 1))\n",
    "\n",
    "sedf = pd.DataFrame({'acc':accs, 'se':ses, 'model':['GPT-4o', 'Sonnet 3.5', 'Llama-3 8B', 'GPT-4o', 'Sonnet 3.5', 'Llama-3 8B', 'GPT-4o', 'Sonnet 3.5', 'Llama-3 8B'], 'measure': ['Stance', 'Stance', 'Stance', 'Sentiment', 'Sentiment', 'Sentiment', 'Valence', 'Valence', 'Valence']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ed1adefa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "models = sedf['model'].unique()\n",
    "measures = sedf['measure'].unique()\n",
    "\n",
    "# Create a figure and axis object\n",
    "fig, ax = plt.subplots(figsize=(6, 3))\n",
    "\n",
    "# Set the width of bars\n",
    "bar_width = 0.25\n",
    "\n",
    "# Create the x-axis positions for each group of bars\n",
    "x_pos = np.arange(len(models))\n",
    "\n",
    "# Color palette\n",
    "colors = ['white', 'lightgray', 'gray']\n",
    "\n",
    "# Loop through each measure and create a bar for each model\n",
    "for i, measure in enumerate(measures):\n",
    "    data = sedf.loc[sedf['measure'] == measure, ['acc', 'se', 'model']]\n",
    "    acc_values = [data.loc[data['model'] == model, 'acc'].mean() for model in models]\n",
    "    se_values = [data.loc[data['model'] == model, 'se'].mean() for model in models]\n",
    "    \n",
    "    # Shift the bars horizontally for each measure\n",
    "    shift = (i - (len(measures) - 1) / 2) * bar_width\n",
    "    rects = ax.bar(x_pos + shift, acc_values, bar_width, label=measure, \n",
    "                   edgecolor='black', color=colors[i % len(colors)])\n",
    "    \n",
    "    # Add error bars\n",
    "    ax.errorbar(x_pos + shift, acc_values, yerr=se_values, fmt='none', capsize=5, ecolor='black', lw=1)\n",
    "\n",
    "# Set the x-axis tick labels to the sorted model names\n",
    "ax.set_xticks(x_pos)\n",
    "ax.set_xticklabels(models, fontsize=14, weight = 'bold')\n",
    "\n",
    "# Set the y-axis label and tick label font size\n",
    "ax.set_ylabel('Accuracy', fontsize=14, weight = 'bold')\n",
    "plt.yticks(fontsize=14)\n",
    "ax.set_ylim([0, 1])\n",
    "\n",
    "# Add a legend\n",
    "ax.legend(title = '', fontsize = 12, title_fontsize = 9, loc = (0.7, 0.7))\n",
    "\n",
    "# Remove the top and right spines\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "\n",
    "# Adjust the spacing between subplots\n",
    "plt.tight_layout()\n",
    "\n",
    "# Display the chart\n",
    "plt.savefig('plots/stance_acc_bars.png', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b6b1b8b-5a54-475b-96e5-0d58f1f9e6c1",
   "metadata": {},
   "source": [
    "# Figure 3: Stance Confusion Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c4dd0307-63c8-436f-b1eb-110535996594",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-7>:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "stance = pd.read_csv('data/stance_test_labeled.csv')\n",
    "stance['llama_sent'].replace({3:0}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e5eb6547",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract true and predicted labels\n",
    "true_labels = stance['stance']\n",
    "llama_pred = stance['llama']\n",
    "llama_val_pred = stance['llama_val']\n",
    "llama_sent_pred = stance['llama_sent']\n",
    "\n",
    "# Set up the subplots\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 6))\n",
    "\n",
    "# Plot each confusion matrix with customized title\n",
    "plot_confusion_matrix(true_labels, llama_pred, axes[0], 'Stance Prompt', ylabel='True Class')  # No X label here\n",
    "plot_confusion_matrix(true_labels, llama_sent_pred, axes[1], 'Sentiment Prompt', xlabel='Predicted Class')  # No Y label here\n",
    "plot_confusion_matrix(true_labels, llama_val_pred, axes[2], 'Valence Prompt')  # No X or Y label here\n",
    "\n",
    "# Manually set the tick mark labels and format them\n",
    "tick_labels = ['Oppose', 'Neutral', 'Support']\n",
    "for ax in axes:\n",
    "    ax.set_xticklabels(tick_labels, fontsize=16)\n",
    "    ax.set_yticklabels(tick_labels, fontsize=16)\n",
    "\n",
    "    ax.tick_params(axis='both', labelsize=18)  # Increased tick label size for X axis\n",
    "\n",
    "axes[1].tick_params(left = 0)\n",
    "axes[2].tick_params(left = 0)\n",
    "# Remove specific axis labels and tick labels\n",
    "axes[0].set_xlabel('')  # No X label on first plot\n",
    "axes[2].set_xlabel('')  # No X label on third plot\n",
    "axes[1].set_ylabel('')  # No Y label on second plot\n",
    "axes[2].set_ylabel('')  # No Y label on third plot\n",
    "\n",
    "# Remove Y tick labels from the second and third plots\n",
    "axes[1].set_yticklabels([])  # Remove Y tick labels on second plot\n",
    "axes[2].set_yticklabels([])  # Remove Y tick labels on third plot\n",
    "\n",
    "# Add a super title for all three plots\n",
    "plt.suptitle('Llama-3 8B Stance Confusion', fontsize=36, fontweight='bold')\n",
    "\n",
    "# Adjust layout and show the plot\n",
    "plt.tight_layout()  # Adjust layout to fit the super title\n",
    "plt.savefig('plots/stance_matrix_llama.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8567336-a8e7-4bc5-8816-4e5149feb089",
   "metadata": {},
   "source": [
    "# Figure 4: Valence Bar Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "abb2a3e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = pd.read_csv('data/sentiment_test_labeled.csv')\n",
    "\n",
    "# Bootstrapped SEs\n",
    "data = docs\n",
    "data.reset_index(drop = True, inplace = True)\n",
    "accs = []\n",
    "ses = []\n",
    "dims = ['gpt4_sent', 'sonnet_sent', 'llama_sent', 'gpt4_val', 'sonnet_val', 'llama_val']\n",
    "\n",
    "for dim in dims:\n",
    "    accs.append(acc(data['sentiment'], data[dim]))\n",
    "    ses.append(bootstrap_acc(data['sentiment'], data[dim], n_bootstrap = 1000, random_seed = 1))\n",
    "\n",
    "sedf = pd.DataFrame({'acc':accs, 'se':ses, 'model':['GPT-4o', 'Sonnet 3.5', 'Llama-3 8B', 'GPT-4o', 'Sonnet 3.5', 'Llama-3 8B'], 'measure': ['Sentiment', 'Sentiment', 'Sentiment', 'Valence', 'Valence', 'Valence']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "474e0183",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = sedf['model'].unique()\n",
    "measures = sedf['measure'].unique()\n",
    "\n",
    "# Create a figure and axis object\n",
    "fig, ax = plt.subplots(figsize=(6, 3))\n",
    "\n",
    "# Set the width of bars\n",
    "bar_width = 0.25\n",
    "\n",
    "# Create the x-axis positions for each group of bars\n",
    "x_pos = np.arange(len(models))\n",
    "\n",
    "# Color palette\n",
    "colors = ['lightgray', 'gray']\n",
    "\n",
    "# Loop through each measure and create a bar for each model\n",
    "for i, measure in enumerate(measures):\n",
    "    data = sedf.loc[sedf['measure'] == measure, ['acc', 'se', 'model']]\n",
    "    acc_values = [data.loc[data['model'] == model, 'acc'].mean() for model in models]\n",
    "    se_values = [data.loc[data['model'] == model, 'se'].mean() for model in models]\n",
    "    \n",
    "    # Shift the bars horizontally for each measure\n",
    "    shift = (i - (len(measures) - 1) / 2) * bar_width\n",
    "    rects = ax.bar(x_pos + shift, acc_values, bar_width, label=measure, \n",
    "                   edgecolor='black', color=colors[i % len(colors)])\n",
    "    \n",
    "    # Add error bars\n",
    "    ax.errorbar(x_pos + shift, acc_values, yerr=se_values, fmt='none', capsize=5, ecolor='black', lw=1)\n",
    "\n",
    "# Set the x-axis tick labels to the sorted model names\n",
    "ax.set_xticks(x_pos)\n",
    "ax.set_xticklabels(models, fontsize=14, weight = 'bold')\n",
    "\n",
    "# Set the y-axis label and tick label font size\n",
    "ax.set_ylabel('Accuracy', fontsize=14, weight = 'bold')\n",
    "plt.yticks(fontsize=14)\n",
    "ax.set_ylim([0, 1])\n",
    "\n",
    "# Add a legend\n",
    "ax.legend(title = '', fontsize = 12, title_fontsize = 9, loc = (0.7, 0.8))\n",
    "\n",
    "# Remove the top and right spines\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "\n",
    "# Adjust the spacing between subplots\n",
    "plt.tight_layout()\n",
    "\n",
    "# Display the chart\n",
    "plt.savefig('plots/valence_acc_bars.png', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75a372bd",
   "metadata": {},
   "source": [
    "## Figure 5: Sentiment Valence Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e9506cde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sent = pd.read_csv('data/sentiment_test_labeled.csv')\n",
    "\n",
    "# Extract true and predicted labels from the columns specified\n",
    "gpt4_sent_labels = sent['gpt4_sent']\n",
    "gpt4_val_labels = sent['gpt4_val']\n",
    "sonnet_sent_labels = sent['sonnet_sent']\n",
    "sonnet_val_labels = sent['sonnet_val']\n",
    "llama_sent_labels = sent['llama_sent']\n",
    "llama_val_labels = sent['llama_val']\n",
    "\n",
    "# Set up the subplots for the three models\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 6))\n",
    "\n",
    "# Plot confusion matrices for each model with customized titles\n",
    "plot_confusion_matrix(gpt4_sent_labels, gpt4_val_labels, axes[0], 'GPT-4o', ylabel='Sentiment Class')  # Y axis labeled for sentiment\n",
    "plot_confusion_matrix(sonnet_sent_labels, sonnet_val_labels, axes[1], 'Sonnet 3.5', xlabel='Valence Class')  # No Y label here\n",
    "plot_confusion_matrix(llama_sent_labels, llama_val_labels, axes[2], 'Llama 3 8B')  # No Y label or X label here\n",
    "\n",
    "# Manually set the tick mark labels and format them\n",
    "tick_labels = ['Negative', 'Neutral', 'Positive']  # Adjust based on your specific labels\n",
    "for ax in axes:\n",
    "    ax.set_xticklabels(tick_labels, fontsize=16)\n",
    "    ax.set_yticklabels(tick_labels, fontsize=16)\n",
    "\n",
    "    ax.tick_params(axis='both', labelsize=18)  # Increased tick label size for both axes\n",
    "\n",
    "axes[1].tick_params(left=0)\n",
    "axes[2].tick_params(left=0)\n",
    "# Remove specific axis labels and tick labels\n",
    "axes[0].set_xlabel('')  # No X label on first plot\n",
    "axes[2].set_xlabel('')  # No X label on third plot\n",
    "axes[1].set_ylabel('')  # No Y label on second plot\n",
    "axes[2].set_ylabel('')  # No Y label on third plot\n",
    "\n",
    "# Remove Y tick labels from the second and third plots\n",
    "axes[1].set_yticklabels([])  # Remove Y tick labels on second plot\n",
    "axes[2].set_yticklabels([])  # Remove Y tick labels on third plot\n",
    "\n",
    "# Add a super title for all three plots\n",
    "plt.suptitle('Sentiment-Valence Confusion', fontsize=36, fontweight='bold')\n",
    "\n",
    "# Adjust layout and show the plot\n",
    "plt.tight_layout()  # Adjust layout to fit the super title\n",
    "plt.savefig('plots/sentiment_valence_confusion.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
